Credit Data

Brought to you by YData

Dataset statistics

Number of variables	11
Number of observations	150000
Missing cells	33655
Missing cells (%)	2.0%
Duplicate rows	351
Duplicate rows (%)	0.2%
Total size in memory	13.7 MiB
Average record size in memory	96.0 B

Variable types

Categorical	1
Numeric	10

Alerts

Dataset has 351 (0.2%) duplicate rows	Duplicates
`SeriousDlqin2yrs` is highly imbalanced (64.6%)	Imbalance
`MonthlyIncome` has 29731 (19.8%) missing values	Missing
`NumberOfDependents` has 3924 (2.6%) missing values	Missing
`RevolvingUtilizationOfUnsecuredLines` is highly skewed (γ1 = 97.63157449)	Skewed
`NumberOfTime30-59DaysPastDueNotWorse` is highly skewed (γ1 = 22.59710756)	Skewed
`DebtRatio` is highly skewed (γ1 = 95.15779287)	Skewed
`MonthlyIncome` is highly skewed (γ1 = 114.0403179)	Skewed
`NumberOfTimes90DaysLate` is highly skewed (γ1 = 23.08734547)	Skewed
`NumberOfTime60-89DaysPastDueNotWorse` is highly skewed (γ1 = 23.33174312)	Skewed
`RevolvingUtilizationOfUnsecuredLines` has 10878 (7.3%) zeros	Zeros
`NumberOfTime30-59DaysPastDueNotWorse` has 126018 (84.0%) zeros	Zeros
`DebtRatio` has 4113 (2.7%) zeros	Zeros
`MonthlyIncome` has 1634 (1.1%) zeros	Zeros
`NumberOfOpenCreditLinesAndLoans` has 1888 (1.3%) zeros	Zeros
`NumberOfTimes90DaysLate` has 141662 (94.4%) zeros	Zeros
`NumberRealEstateLoansOrLines` has 56188 (37.5%) zeros	Zeros
`NumberOfTime60-89DaysPastDueNotWorse` has 142396 (94.9%) zeros	Zeros
`NumberOfDependents` has 86902 (57.9%) zeros	Zeros

Reproduction

Analysis started	2025-04-25 10:35:23.267785
Analysis finished	2025-04-25 10:35:30.531620
Duration	7.26 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

SeriousDlqin2yrs
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	139974
1	10026

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	150000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring characters

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	150000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	150000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	150000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

RevolvingUtilizationOfUnsecuredLines
Real number (ℝ)

Skewed Zeros

Distinct	125728
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0484381

Minimum	0
Maximum	50708
Zeros	10878
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.029867442
median	0.15418074
Q3	0.55904625
95-th percentile	0.9999999
Maximum	50708
Range	50708
Interquartile range (IQR)	0.52917881

Descriptive statistics

Standard deviation	249.75537
Coefficient of variation (CV)	41.29254
Kurtosis	14544.713
Mean	6.0484381
Median Absolute Deviation (MAD)	0.14832535
Skewness	97.631574
Sum	907265.71
Variance	62377.745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10878	7.3%
0.9999999	10256	6.8%
1	17	< 0.1%
0.9500998	8	< 0.1%
0.007984032	6	< 0.1%
0.954091816	6	< 0.1%
0.71314741	6	< 0.1%
0.796407186	5	< 0.1%
0.988023952	5	< 0.1%
0.994011976	5	< 0.1%
Other values (125718)	128808	85.9%

Value	Count	Frequency (%)
0	10878	7.3%
8.37 × 10^-6	1	< 0.1%
9.93 × 10^-6	1	< 0.1%
1.25 × 10^-5	1	< 0.1%
1.43 × 10^-5	1	< 0.1%
1.49 × 10^-5	1	< 0.1%
1.51 × 10^-5	1	< 0.1%
1.6 × 10^-5	1	< 0.1%
1.64 × 10^-5	1	< 0.1%
1.87 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
50708	1	< 0.1%
29110	1	< 0.1%
22198	1	< 0.1%
22000	1	< 0.1%
20514	1	< 0.1%
18300	1	< 0.1%
17441	1	< 0.1%
13930	1	< 0.1%
13498	1	< 0.1%
13400	1	< 0.1%

age
Real number (ℝ)

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.295207

Minimum	0
Maximum	109
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	29
Q1	41
median	52
Q3	63
95-th percentile	78
Maximum	109
Range	109
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	14.771866
Coefficient of variation (CV)	0.28247074
Kurtosis	-0.49466883
Mean	52.295207
Median Absolute Deviation (MAD)	11
Skewness	0.18899455
Sum	7844281
Variance	218.20802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	3837	2.6%
48	3806	2.5%
50	3753	2.5%
47	3719	2.5%
63	3719	2.5%
46	3714	2.5%
53	3648	2.4%
51	3627	2.4%
52	3609	2.4%
56	3589	2.4%
Other values (76)	112979	75.3%

Value	Count	Frequency (%)
0	1	< 0.1%
21	183	0.1%
22	434	0.3%
23	641	0.4%
24	816	0.5%
25	953	0.6%
26	1193	0.8%
27	1338	0.9%
28	1560	1.0%
29	1702	1.1%

Value	Count	Frequency (%)
109	2	< 0.1%
107	1	< 0.1%
105	1	< 0.1%
103	3	< 0.1%
102	3	< 0.1%
101	3	< 0.1%
99	9	< 0.1%
98	6	< 0.1%
97	17	< 0.1%
96	18	< 0.1%

NumberOfTime30-59DaysPastDueNotWorse
Real number (ℝ)

Skewed Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42103333

Minimum	0
Maximum	98
Zeros	126018
Zeros (%)	84.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1927813
Coefficient of variation (CV)	9.9583119
Kurtosis	522.37654
Mean	0.42103333
Median Absolute Deviation (MAD)	0
Skewness	22.597108
Sum	63155
Variance	17.579415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	126018	84.0%
1	16033	10.7%
2	4598	3.1%
3	1754	1.2%
4	747	0.5%
5	342	0.2%
98	264	0.2%
6	140	0.1%
7	54	< 0.1%
8	25	< 0.1%
Other values (6)	25	< 0.1%

Value	Count	Frequency (%)
0	126018	84.0%
1	16033	10.7%
2	4598	3.1%
3	1754	1.2%
4	747	0.5%
5	342	0.2%
6	140	0.1%
7	54	< 0.1%
8	25	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
13	1	< 0.1%
12	2	< 0.1%
11	1	< 0.1%
10	4	< 0.1%
9	12	< 0.1%
8	25	< 0.1%
7	54	< 0.1%
6	140	0.1%

DebtRatio
Real number (ℝ)

Skewed Zeros

Distinct	114194
Distinct (%)	76.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	353.00508

Minimum	0
Maximum	329664
Zeros	4113
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.004329004
Q1	0.17507383
median	0.36650784
Q3	0.86825377
95-th percentile	2449
Maximum	329664
Range	329664
Interquartile range (IQR)	0.69317994

Descriptive statistics

Standard deviation	2037.8185
Coefficient of variation (CV)	5.772774
Kurtosis	13734.289
Mean	353.00508
Median Absolute Deviation (MAD)	0.2457228
Skewness	95.157793
Sum	52950761
Variance	4152704.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4113	2.7%
1	229	0.2%
4	174	0.1%
2	170	0.1%
3	162	0.1%
5	143	0.1%
9	125	0.1%
10	117	0.1%
7	115	0.1%
13	114	0.1%
Other values (114184)	144538	96.4%

Value	Count	Frequency (%)
0	4113	2.7%
2.6 × 10^-5	1	< 0.1%
3.69 × 10^-5	1	< 0.1%
3.93 × 10^-5	1	< 0.1%
6.62 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8 × 10^-5	1	< 0.1%
8.57 × 10^-5	1	< 0.1%
9.09 × 10^-5	1	< 0.1%
9.15 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
329664	1	< 0.1%
326442	1	< 0.1%
307001	1	< 0.1%
220516	1	< 0.1%
168835	1	< 0.1%
110952	1	< 0.1%
106885	1	< 0.1%
101320	1	< 0.1%
61907	1	< 0.1%
61106.5	1	< 0.1%

MonthlyIncome
Real number (ℝ)

Missing Skewed Zeros

Distinct	13594
Distinct (%)	11.3%
Missing	29731
Missing (%)	19.8%
Infinite	0
Infinite (%)	0.0%
Mean	6670.2212

Minimum	0
Maximum	3008750
Zeros	1634
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1300
Q1	3400
median	5400
Q3	8249
95-th percentile	14587.6
Maximum	3008750
Range	3008750
Interquartile range (IQR)	4849

Descriptive statistics

Standard deviation	14384.674
Coefficient of variation (CV)	2.1565513
Kurtosis	19504.705
Mean	6670.2212
Median Absolute Deviation (MAD)	2317
Skewness	114.04032
Sum	8.0222084 × 10⁸
Variance	2.0691885 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	2757	1.8%
4000	2106	1.4%
6000	1934	1.3%
3000	1758	1.2%
0	1634	1.1%
2500	1551	1.0%
10000	1466	1.0%
3500	1360	0.9%
4500	1226	0.8%
7000	1223	0.8%
Other values (13584)	103254	68.8%
(Missing)	29731	19.8%

Value	Count	Frequency (%)
0	1634	1.1%
1	605	0.4%
2	6	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
3008750	1	< 0.1%
1794060	1	< 0.1%
1560100	1	< 0.1%
1072500	1	< 0.1%
835040	1	< 0.1%
730483	1	< 0.1%
702500	1	< 0.1%
699530	1	< 0.1%
649587	1	< 0.1%
629000	1	< 0.1%

NumberOfOpenCreditLinesAndLoans
Real number (ℝ)

Zeros

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.45276

Minimum	0
Maximum	58
Zeros	1888
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	11
95-th percentile	18
Maximum	58
Range	58
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.145951
Coefficient of variation (CV)	0.60878944
Kurtosis	3.0910667
Mean	8.45276
Median Absolute Deviation (MAD)	3
Skewness	1.2153138
Sum	1267914
Variance	26.480812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	13614	9.1%
7	13245	8.8%
5	12931	8.6%
8	12562	8.4%
4	11609	7.7%
9	11355	7.6%
10	9624	6.4%
3	9058	6.0%
11	8321	5.5%
12	7005	4.7%
Other values (48)	40676	27.1%

Value	Count	Frequency (%)
0	1888	1.3%
1	4438	3.0%
2	6666	4.4%
3	9058	6.0%
4	11609	7.7%
5	12931	8.6%
6	13614	9.1%
7	13245	8.8%
8	12562	8.4%
9	11355	7.6%

Value	Count	Frequency (%)
58	1	< 0.1%
57	2	< 0.1%
56	2	< 0.1%
54	4	< 0.1%
53	1	< 0.1%
52	3	< 0.1%
51	2	< 0.1%
50	2	< 0.1%
49	4	< 0.1%
48	6	< 0.1%

NumberOfTimes90DaysLate
Real number (ℝ)

Skewed Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26597333

Minimum	0
Maximum	98
Zeros	141662
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1693038
Coefficient of variation (CV)	15.675646
Kurtosis	537.73894
Mean	0.26597333
Median Absolute Deviation (MAD)	0
Skewness	23.087345
Sum	39896
Variance	17.383094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	141662	94.4%
1	5243	3.5%
2	1555	1.0%
3	667	0.4%
4	291	0.2%
98	264	0.2%
5	131	0.1%
6	80	0.1%
7	38	< 0.1%
8	21	< 0.1%
Other values (9)	48	< 0.1%

Value	Count	Frequency (%)
0	141662	94.4%
1	5243	3.5%
2	1555	1.0%
3	667	0.4%
4	291	0.2%
5	131	0.1%
6	80	0.1%
7	38	< 0.1%
8	21	< 0.1%
9	19	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
17	1	< 0.1%
15	2	< 0.1%
14	2	< 0.1%
13	4	< 0.1%
12	2	< 0.1%
11	5	< 0.1%
10	8	< 0.1%
9	19	< 0.1%

NumberRealEstateLoansOrLines
Real number (ℝ)

Zeros

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.01824

Minimum	0
Maximum	54
Zeros	56188
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	54
Range	54
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.129771
Coefficient of variation (CV)	1.1095331
Kurtosis	60.476808
Mean	1.01824
Median Absolute Deviation (MAD)	1
Skewness	3.482484
Sum	152736
Variance	1.2763825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	56188	37.5%
1	52338	34.9%
2	31522	21.0%
3	6300	4.2%
4	2170	1.4%
5	689	0.5%
6	320	0.2%
7	171	0.1%
8	93	0.1%
9	78	0.1%
Other values (18)	131	0.1%

Value	Count	Frequency (%)
0	56188	37.5%
1	52338	34.9%
2	31522	21.0%
3	6300	4.2%
4	2170	1.4%
5	689	0.5%
6	320	0.2%
7	171	0.1%
8	93	0.1%
9	78	0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
32	1	< 0.1%
29	1	< 0.1%
26	1	< 0.1%
25	3	< 0.1%
23	2	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
19	2	< 0.1%
18	2	< 0.1%

NumberOfTime60-89DaysPastDueNotWorse
Real number (ℝ)

Skewed Zeros

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24038667

Minimum	0
Maximum	98
Zeros	142396
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1551794
Coefficient of variation (CV)	17.285399
Kurtosis	545.68274
Mean	0.24038667
Median Absolute Deviation (MAD)	0
Skewness	23.331743
Sum	36058
Variance	17.265516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	142396	94.9%
1	5731	3.8%
2	1118	0.7%
3	318	0.2%
98	264	0.2%
4	105	0.1%
5	34	< 0.1%
6	16	< 0.1%
7	9	< 0.1%
96	5	< 0.1%
Other values (3)	4	< 0.1%

Value	Count	Frequency (%)
0	142396	94.9%
1	5731	3.8%
2	1118	0.7%
3	318	0.2%
4	105	0.1%
5	34	< 0.1%
6	16	< 0.1%
7	9	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	2	< 0.1%
7	9	< 0.1%
6	16	< 0.1%
5	34	< 0.1%
4	105	0.1%
3	318	0.2%

NumberOfDependents
Real number (ℝ)

Missing Zeros

Distinct	13
Distinct (%)	< 0.1%
Missing	3924
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.75722227

Minimum	0
Maximum	20
Zeros	86902
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	20
Range	20
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1150861
Coefficient of variation (CV)	1.4726007
Kurtosis	3.0016568
Mean	0.75722227
Median Absolute Deviation (MAD)	0
Skewness	1.5882424
Sum	110612
Variance	1.2434169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	86902	57.9%
1	26316	17.5%
2	19522	13.0%
3	9483	6.3%
4	2862	1.9%
5	746	0.5%
6	158	0.1%
7	51	< 0.1%
8	24	< 0.1%
10	5	< 0.1%
Other values (3)	7	< 0.1%
(Missing)	3924	2.6%

Value	Count	Frequency (%)
0	86902	57.9%
1	26316	17.5%
2	19522	13.0%
3	9483	6.3%
4	2862	1.9%
5	746	0.5%
6	158	0.1%
7	51	< 0.1%
8	24	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
13	1	< 0.1%
10	5	< 0.1%
9	5	< 0.1%
8	24	< 0.1%
7	51	< 0.1%
6	158	0.1%
5	746	0.5%
4	2862	1.9%
3	9483	6.3%

	DebtRatio	MonthlyIncome	NumberOfDependents	NumberOfOpenCreditLinesAndLoans	NumberOfTime30-59DaysPastDueNotWorse	NumberOfTime60-89DaysPastDueNotWorse	NumberOfTimes90DaysLate	NumberRealEstateLoansOrLines	RevolvingUtilizationOfUnsecuredLines	SeriousDlqin2yrs	age
DebtRatio	1.000	-0.131	-0.038	0.227	0.038	0.001	-0.032	0.400	0.077	0.000	0.029
MonthlyIncome	-0.131	1.000	0.204	0.312	-0.015	-0.053	-0.088	0.391	-0.078	0.000	0.135
NumberOfDependents	-0.038	0.204	1.000	0.100	0.071	0.035	0.030	0.166	0.118	0.031	-0.228
NumberOfOpenCreditLinesAndLoans	0.227	0.312	0.100	1.000	0.064	-0.048	-0.135	0.473	-0.087	0.049	0.158
NumberOfTime30-59DaysPastDueNotWorse	0.038	-0.015	0.071	0.064	1.000	0.280	0.253	0.022	0.234	0.084	-0.095
NumberOfTime60-89DaysPastDueNotWorse	0.001	-0.053	0.035	-0.048	0.280	1.000	0.321	-0.044	0.188	0.082	-0.085
NumberOfTimes90DaysLate	-0.032	-0.088	0.030	-0.135	0.253	0.321	1.000	-0.101	0.238	0.085	-0.104
NumberRealEstateLoansOrLines	0.400	0.391	0.166	0.473	0.022	-0.044	-0.101	1.000	-0.027	0.033	0.054
RevolvingUtilizationOfUnsecuredLines	0.077	-0.078	0.118	-0.087	0.234	0.188	0.238	-0.027	1.000	0.000	-0.278
SeriousDlqin2yrs	0.000	0.000	0.031	0.049	0.084	0.082	0.085	0.033	0.000	1.000	0.116
age	0.029	0.135	-0.228	0.158	-0.095	-0.085	-0.104	0.054	-0.278	0.116	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	SeriousDlqin2yrs	RevolvingUtilizationOfUnsecuredLines	age	NumberOfTime30-59DaysPastDueNotWorse	DebtRatio	MonthlyIncome	NumberOfOpenCreditLinesAndLoans	NumberOfTimes90DaysLate	NumberRealEstateLoansOrLines	NumberOfDependents
1	1	0.766127	45	2	0.802982	9120.0	13	0	6	2.0
2	0	0.957151	40	0	0.121876	2600.0	4	0	0	1.0
3	0	0.658180	38	1	0.085113	3042.0	2	1	0	0.0
4	0	0.233810	30	0	0.036050	3300.0	5	0	0	0.0
5	0	0.907239	49	1	0.024926	63588.0	7	0	1	0.0
6	0	0.213179	74	0	0.375607	3500.0	3	0	1	1.0
7	0	0.305682	57	0	5710.000000	NaN	8	0	3	0.0
8	0	0.754464	39	0	0.209940	3500.0	8	0	0	0.0
9	0	0.116951	27	0	46.000000	NaN	2	0	0	NaN
10	0	0.189169	57	0	0.606291	23684.0	9	0	4	2.0

	RevolvingUtilizationOfUnsecuredLines	age	DebtRatio	MonthlyIncome	NumberOfOpenCreditLinesAndLoans	NumberRealEstateLoansOrLines	NumberOfDependents
149991	0.055518	46	0.609779	4335.0	7	1	2.0
149992	0.104112	59	0.477658	10316.0	10	2	0.0
149993	0.871976	50	4132.000000	NaN	11	1	3.0
149994	1.000000	22	0.000000	820.0	1	0	0.0
149995	0.385742	50	0.404293	3400.0	7	0	0.0
149996	0.040674	74	0.225131	2100.0	4	1	0.0
149997	0.299745	44	0.716562	5584.0	4	1	2.0
149998	0.246044	58	3870.000000	NaN	18	1	0.0
149999	0.000000	30	0.000000	5716.0	4	0	0.0
150000	0.850283	64	0.249908	8158.0	8	2	0.0

Most frequently occurring

	RevolvingUtilizationOfUnsecuredLines	age	NumberOfTime30-59DaysPastDueNotWorse	MonthlyIncome	NumberOfOpenCreditLinesAndLoans	NumberOfTimes90DaysLate	NumberOfTime60-89DaysPastDueNotWorse	# duplicates
202	1.0	22	0	820.0	1	0	0	12
211	1.0	22	98	NaN	0	98	98	10
5	0.0	22	0	820.0	2	0	0	8
9	0.0	22	0	NaN	1	0	0	7
215	1.0	23	0	820.0	1	0	0	7
216	1.0	23	0	NaN	0	0	0	7
16	0.0	23	0	NaN	1	0	0	6
19	0.0	24	0	820.0	2	0	0	6
70	0.0	60	0	NaN	1	0	0	6
261	1.0	37	0	NaN	0	0	0	6

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring